data set

Dataset statistics

Number of variables	7
Number of observations	1000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	54.8 KiB
Average record size in memory	56.1 B

Variable types

Numeric	6
Categorical	1

Alerts

`X1` is highly overall correlated with `X4` and 1 other fields	High correlation
`X2` is highly overall correlated with `X4` and 2 other fields	High correlation
`X4` is highly overall correlated with `X1` and 2 other fields	High correlation
`X5` is highly overall correlated with `X1` and 1 other fields	High correlation
`X6` is highly overall correlated with `X2` and 2 other fields	High correlation
`y` is highly overall correlated with `X2` and 2 other fields	High correlation

Reproduction

Analysis started	2024-07-06 13:47:26.161168
Analysis finished	2024-07-06 13:47:38.176947
Duration	12.02 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

X1
Real number (ℝ)

HIGH CORRELATION

Distinct	882
Distinct (%)	88.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.90022

Minimum	-0.436
Maximum	7.356
Zeros	0
Zeros (%)	0.0%
Negative	1
Negative (%)	0.1%
Memory size	7.9 KiB

Quantile statistics

Minimum	-0.436
5-th percentile	2.39495
Q1	2.867
median	3.666
Q3	4.93625
95-th percentile	5.8554
Maximum	7.356
Range	7.792
Interquartile range (IQR)	2.06925

Descriptive statistics

Standard deviation	1.2249992
Coefficient of variation (CV)	0.31408463
Kurtosis	-0.7651691
Mean	3.90022
Median Absolute Deviation (MAD)	0.9665
Skewness	0.20911485
Sum	3900.22
Variance	1.5006229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.897	4	0.4%
3.201	4	0.4%
3.167	3	0.3%
2.888	3	0.3%
3.355	3	0.3%
2.918	3	0.3%
2.691	3	0.3%
2.816	3	0.3%
2.784	3	0.3%
4.673	3	0.3%
Other values (872)	968	96.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.436	1	0.1%
0.096	1	0.1%
0.508	1	0.1%
0.783	1	0.1%
0.794	1	0.1%
0.83	1	0.1%
1.387	1	0.1%
1.46	1	0.1%
1.517	1	0.1%
1.692	1	0.1%

Value	Count	Frequency (%)
7.356	1	0.1%
7.265	1	0.1%
7.21	1	0.1%
7.178	1	0.1%
6.983	1	0.1%
6.786	1	0.1%
6.616	1	0.1%
6.56	1	0.1%
6.551	1	0.1%
6.464	1	0.1%

X2
Real number (ℝ)

HIGH CORRELATION

Distinct	905
Distinct (%)	90.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.461672

Minimum	0.585
Maximum	11.225
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.585
5-th percentile	2.0637
Q1	3.44175
median	4.3375
Q3	5.366
95-th percentile	7.2396
Maximum	11.225
Range	10.64
Interquartile range (IQR)	1.92425

Descriptive statistics

Standard deviation	1.5381207
Coefficient of variation (CV)	0.34474088
Kurtosis	0.28856222
Mean	4.461672
Median Absolute Deviation (MAD)	0.964
Skewness	0.48742585
Sum	4461.672
Variance	2.3658154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.462	3	0.3%
4.509	3	0.3%
4.115	3	0.3%
3.457	3	0.3%
4.801	3	0.3%
3.975	2	0.2%
6.766	2	0.2%
4.243	2	0.2%
3.946	2	0.2%
5.098	2	0.2%
Other values (895)	975	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.585	1	0.1%
1.27	1	0.1%
1.369	1	0.1%
1.442	1	0.1%
1.466	1	0.1%
1.506	1	0.1%
1.524	1	0.1%
1.59	1	0.1%
1.64	1	0.1%
1.666	1	0.1%

Value	Count	Frequency (%)
11.225	1	0.1%
10.72	1	0.1%
9.175	1	0.1%
9.115	1	0.1%
8.833	1	0.1%
8.754	1	0.1%
8.659	1	0.1%
8.624	1	0.1%
8.593	1	0.1%
8.475	1	0.1%

X3
Real number (ℝ)

Distinct	14
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.548

Minimum	6
Maximum	19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	6
5-th percentile	9
Q1	11
median	13
Q3	14
95-th percentile	16
Maximum	19
Range	13
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0498531
Coefficient of variation (CV)	0.16336095
Kurtosis	-0.053380111
Mean	12.548
Median Absolute Deviation (MAD)	1
Skewness	-0.0078694849
Sum	12548
Variance	4.2018979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
12	185	18.5%
14	182	18.2%
13	171	17.1%
11	142	14.2%
10	97	9.7%
15	85	8.5%
16	48	4.8%
9	42	4.2%
8	20	2.0%
17	17	1.7%
Other values (4)	11	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	2	0.2%
7	2	0.2%
8	20	2.0%
9	42	4.2%
10	97	9.7%
11	142	14.2%
12	185	18.5%
13	171	17.1%
14	182	18.2%
15	85	8.5%

Value	Count	Frequency (%)
19	3	0.3%
18	4	0.4%
17	17	1.7%
16	48	4.8%
15	85	8.5%
14	182	18.2%
13	171	17.1%
12	185	18.5%
11	142	14.2%
10	97	9.7%

X4
Real number (ℝ)

HIGH CORRELATION

Distinct	872
Distinct (%)	87.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.641536

Minimum	-0.433
Maximum	5.965
Zeros	0
Zeros (%)	0.0%
Negative	2
Negative (%)	0.2%
Memory size	7.9 KiB

Quantile statistics

Minimum	-0.433
5-th percentile	1.7449
Q1	2.90775
median	3.8325
Q3	4.3985
95-th percentile	5.19475
Maximum	5.965
Range	6.398
Interquartile range (IQR)	1.49075

Descriptive statistics

Standard deviation	1.0556846
Coefficient of variation (CV)	0.2899009
Kurtosis	-0.19011269
Mean	3.641536
Median Absolute Deviation (MAD)	0.648
Skewness	-0.49392676
Sum	3641.536
Variance	1.1144699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.47	4	0.4%
3.93	3	0.3%
4.554	3	0.3%
3.593	3	0.3%
4.263	3	0.3%
2.497	3	0.3%
4.223	3	0.3%
4.208	3	0.3%
4.231	3	0.3%
4.443	3	0.3%
Other values (862)	969	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.433	1	0.1%
-0.121	1	0.1%
0.695	1	0.1%
0.725	1	0.1%
0.87	1	0.1%
0.914	1	0.1%
0.956	1	0.1%
0.99	1	0.1%
1.001	1	0.1%
1.053	1	0.1%

Value	Count	Frequency (%)
5.965	1	0.1%
5.915	1	0.1%
5.899	1	0.1%
5.862	1	0.1%
5.847	1	0.1%
5.712	1	0.1%
5.696	1	0.1%
5.643	1	0.1%
5.615	1	0.1%
5.609	1	0.1%

X5
Real number (ℝ)

HIGH CORRELATION

Distinct	853
Distinct (%)	85.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.100318

Minimum	-1.306
Maximum	7.638
Zeros	0
Zeros (%)	0.0%
Negative	3
Negative (%)	0.3%
Memory size	7.9 KiB

Quantile statistics

Minimum	-1.306
5-th percentile	2.49245
Q1	3.393
median	3.7915
Q3	4.95025
95-th percentile	6.0115
Maximum	7.638
Range	8.944
Interquartile range (IQR)	1.55725

Descriptive statistics

Standard deviation	1.1465952
Coefficient of variation (CV)	0.27963568
Kurtosis	0.8509969
Mean	4.100318
Median Absolute Deviation (MAD)	0.611
Skewness	0.038444717
Sum	4100.318
Variance	1.3146806
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.732	5	0.5%
3.461	4	0.4%
3.271	4	0.4%
3.686	4	0.4%
3.255	3	0.3%
3.431	3	0.3%
5.482	3	0.3%
3.656	3	0.3%
3.457	3	0.3%
3.408	3	0.3%
Other values (843)	965	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.306	1	0.1%
-0.528	1	0.1%
-0.134	1	0.1%
0.134	1	0.1%
0.152	1	0.1%
0.354	1	0.1%
0.868	1	0.1%
1.055	1	0.1%
1.217	1	0.1%
1.359	1	0.1%

Value	Count	Frequency (%)
7.638	1	0.1%
7.434	1	0.1%
7.39	1	0.1%
7.23	1	0.1%
7.198	1	0.1%
6.975	1	0.1%
6.928	1	0.1%
6.896	1	0.1%
6.89	1	0.1%
6.848	1	0.1%

X6
Real number (ℝ)

HIGH CORRELATION

Distinct	924
Distinct (%)	92.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.315121

Minimum	-2.252
Maximum	9.796
Zeros	0
Zeros (%)	0.0%
Negative	10
Negative (%)	1.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	-2.252
5-th percentile	0.99195
Q1	2.2695
median	3.21
Q3	4.35925
95-th percentile	5.88085
Maximum	9.796
Range	12.048
Interquartile range (IQR)	2.08975

Descriptive statistics

Standard deviation	1.5522445
Coefficient of variation (CV)	0.46823163
Kurtosis	0.40636588
Mean	3.315121
Median Absolute Deviation (MAD)	1.0645
Skewness	0.23692111
Sum	3315.121
Variance	2.409463
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.066	3	0.3%
5.955	2	0.2%
1.49	2	0.2%
3.124	2	0.2%
2.7	2	0.2%
5.715	2	0.2%
2.348	2	0.2%
1.03	2	0.2%
3.336	2	0.2%
1.779	2	0.2%
Other values (914)	979	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.252	1	0.1%
-1.85	1	0.1%
-1.594	1	0.1%
-1.328	1	0.1%
-0.402	1	0.1%
-0.36	1	0.1%
-0.343	1	0.1%
-0.228	1	0.1%
-0.072	1	0.1%
-0.001	1	0.1%

Value	Count	Frequency (%)
9.796	1	0.1%
8.668	1	0.1%
8.401	1	0.1%
8.21	1	0.1%
8.18	1	0.1%
7.668	1	0.1%
7.606	1	0.1%
7.586	1	0.1%
7.46	1	0.1%
7.381	1	0.1%

y
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

0	799
1	201

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	799	79.9%
1	201	20.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	799	79.9%
1	201	20.1%

Most occurring characters

Value	Count	Frequency (%)
0	799	79.9%
1	201	20.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	799	79.9%
1	201	20.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	799	79.9%
1	201	20.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	799	79.9%
1	201	20.1%

Auto

Heatmap
Table

	X1	X2	X3	X4	X5	X6	y
X1	1.000	-0.363	-0.013	0.828	0.776	-0.090	0.303
X2	-0.363	1.000	-0.004	-0.785	0.143	-0.853	0.596
X3	-0.013	-0.004	1.000	-0.008	-0.016	0.009	0.063
X4	0.828	-0.785	-0.008	1.000	0.454	0.388	0.578
X5	0.776	0.143	-0.016	0.454	1.000	-0.608	0.458
X6	-0.090	-0.853	0.009	0.388	-0.608	1.000	0.574
y	0.303	0.596	0.063	0.578	0.458	0.574	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	X1	X2	X3	X4	X5	X6	y
0	3.857	3.065	12	4.264	3.560	4.801	0
1	4.977	2.168	14	5.209	4.343	4.919	1
2	2.963	5.089	10	2.907	3.401	3.344	0
3	3.149	3.715	13	3.628	3.095	4.640	0
4	6.047	4.877	14	4.470	6.361	1.320	0
5	5.684	5.253	14	4.125	6.138	1.192	0
6	4.899	2.171	13	5.171	4.267	4.973	1
7	2.686	6.721	13	2.024	3.710	1.847	0
8	4.894	4.136	16	4.264	4.962	2.931	0
9	3.296	3.189	13	3.940	3.052	5.080	0

	X1	X2	X3	X4	X5	X6	y
990	2.609	7.382	11	1.684	3.870	1.215	0
991	2.366	3.281	10	3.456	2.170	5.662	1
992	2.784	5.742	6	2.522	3.458	2.795	0
993	2.793	6.041	11	2.388	3.573	2.478	0
994	6.094	2.545	15	5.566	5.577	3.713	1
995	1.790	3.206	10	3.217	1.576	6.159	1
996	2.952	5.203	13	2.850	3.431	3.233	0
997	3.342	2.858	13	4.115	2.980	5.391	0
998	5.268	2.270	12	5.301	4.666	4.601	1
999	5.766	2.424	16	5.466	5.211	4.078	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample